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. 2023 Jan 20;23(3):1225. doi: 10.3390/s23031225

Table 3.

A summary of all the reviewed methods.

Method Precision Recall F1 IoU Accuracy Sens. Spec AUC Training Set Testing Set
[8] 90.61 91.04 90.82 - - - - - SUN,
PICCOLO Widefield
ETIS -Larib
[13] 92.30 - 92.40 - - - - - EndoScene,
Kvasir-SEG
EndoScene,
Kvasir-SEG
[10] 94.9 96.9 95.9 - - - - - CVC-ClinicDB,
ETIS-Larib,
Kvasir-SEG
Private dataset
[9] 100 99.20 99.60 - - - - - CVC-ClincDB CVC-ColonDB,
ETIS-Larib
[14] 87.4 84.4 85.9 - - - - - ASU-Mayo ASU-Mayo
[58] - - - - 92% - - - University of Leeds dataset University of Leeds dataset
[82] 98.6 98.01 - - - - - - Private dataset,
Kvasir-SEG
Private dataset,
Kvasir-SEG
[11] 78.5 78.8 78.6 - - - - - Private dataset Private dataset
[86] - - 88.0 84.2 - - - - Kvasir-SEG,
CVC-ClinicDB
CVC-ColonDB,
ETIS-Larib,
EndoScene
[89] - - 97.4 - - 97.4 60.3 91.7 Private dataset Private dataset
[90] - - - - - - - 83.0 Cancer Imaging Archive Cancer Imaging Archive
[91] - - - - 84.8% 80.7 87.3 - Private dataset Private dataset
[93] 91.9 89.0 90.0 - - - - - Kvasir-SEG CVC-ClinicDB,
ETIS-Larib
[16] 89.0 87.0 88.0 - - - - - Private dataset Private dataset
[94] - - - - - 82.0 85.0 91.0 Private dataset Private dataset
[95] 83.6 73.1 78.0 - - - - - CVC-ClinicDB,
ETIS-Larib,
CVC-ClinicVideoDB
CVC-Clinic,
ETIS-Larib,
CVC-ClinicVideo
[96] - - - 81.7 - - - - CVC-ClinicDB,
CVC-ColonDB,
ETIS-Larib
CVC-Clinic,
CVC-ColonDB,
ETIS-Larib
[97] 80.53 73.56 76.88 - - - - - Kvasir-SEG,
CVC-ClinicDB,
CVC-ColonDB
Kvasir-SEG,
CVC-Clinic,
CVC-ColonDB
[98] 92.60 80.70 86.24 - - - - - CVC-ClinicDB,
CVC-VideoClinicDB
ETIS-Larib
[12] 93.45 - 89.65 - - 86.14 85.32 - SUN,
Kvasir-SEG
SUN,
Kvasir-SEG